{"cells":[{"metadata":{"_cell_guid":"8a7bff8d-c95a-4cfb-8c38-14ab989f769b","_uuid":"4da5a3e7db32799ca0108576e469157094d23111","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport keras\nfrom keras.applications.vgg19 import VGG19\nfrom keras.applications.resnet50 import ResNet50\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import ModelCheckpoint\nfrom keras.models import Model\nfrom keras.layers import Dense, Dropout, Flatten,  Conv2D, MaxPooling2D, GlobalAveragePooling2D\nfrom keras import backend as K\nfrom keras.layers.normalization import BatchNormalization\nfrom keras.preprocessing.image import load_img\n#from keras.applications.vgg16 import preprocess_input\nfrom keras.applications.resnet50 import preprocess_input\nfrom keras.preprocessing.image import img_to_array\nimport os\nfrom tqdm import tqdm\nfrom sklearn import preprocessing\nfrom sklearn.model_selection import train_test_split\nimport cv2\nimport sys\nimport bcolz\nimport random\n\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nfrom subprocess import check_output\nprint(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":1,"outputs":[{"output_type":"stream","text":"Using TensorFlow backend.\n","name":"stderr"},{"output_type":"stream","text":"dog-breed-identification\nkeras-pretrained-models\n\n","name":"stdout"}]},{"metadata":{"_cell_guid":"0b8fddbc-447f-4083-88c4-9bd5f811253d","_uuid":"7c64ad63b95b36df5a2223b4c499c1caad9c73ee"},"cell_type":"markdown","source":"First we will read in the csv's so we can see some more information on the filenames and breeds"},{"metadata":{"_cell_guid":"bcbeef91-f00e-4a68-b1b8-25e206027bb2","_uuid":"18e9091e9a3d851fb0ce796a3b537ffb7f47c874","trusted":true},"cell_type":"code","source":"df_train = pd.read_csv('../input/dog-breed-identification/labels.csv')\ndf_test = pd.read_csv('../input/dog-breed-identification/sample_submission.csv')","execution_count":2,"outputs":[]},{"metadata":{"_cell_guid":"6abe20dc-a411-4334-ad66-2526d99c7f63","_uuid":"0ba75a32f91650bc75440443ab3d11c35e44e1c9","trusted":true},"cell_type":"code","source":"df_train.head(10)","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"                                 id               breed\n0  000bec180eb18c7604dcecc8fe0dba07         boston_bull\n1  001513dfcb2ffafc82cccf4d8bbaba97               dingo\n2  001cdf01b096e06d78e9e5112d419397            pekinese\n3  00214f311d5d2247d5dfe4fe24b2303d            bluetick\n4  0021f9ceb3235effd7fcde7f7538ed62    golden_retriever\n5  002211c81b498ef88e1b40b9abf84e1d  bedlington_terrier\n6  00290d3e1fdd27226ba27a8ce248ce85  bedlington_terrier\n7  002a283a315af96eaea0e28e7163b21b              borzoi\n8  003df8b8a8b05244b1d920bb6cf451f9             basenji\n9  0042188c895a2f14ef64a918ed9c7b64  scottish_deerhound","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>breed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>000bec180eb18c7604dcecc8fe0dba07</td>\n      <td>boston_bull</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>001513dfcb2ffafc82cccf4d8bbaba97</td>\n      <td>dingo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>001cdf01b096e06d78e9e5112d419397</td>\n      <td>pekinese</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00214f311d5d2247d5dfe4fe24b2303d</td>\n      <td>bluetick</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0021f9ceb3235effd7fcde7f7538ed62</td>\n      <td>golden_retriever</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>002211c81b498ef88e1b40b9abf84e1d</td>\n      <td>bedlington_terrier</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>00290d3e1fdd27226ba27a8ce248ce85</td>\n      <td>bedlington_terrier</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>002a283a315af96eaea0e28e7163b21b</td>\n      <td>borzoi</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>003df8b8a8b05244b1d920bb6cf451f9</td>\n      <td>basenji</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0042188c895a2f14ef64a918ed9c7b64</td>\n      <td>scottish_deerhound</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"20c0da740a007aa6df69ca63e1fa645d157929cf","trusted":true},"cell_type":"code","source":"%matplotlib inline\nimport matplotlib.pyplot as plt\nfrom glob import glob\nfrom mpl_toolkits.axes_grid1 import ImageGrid","execution_count":4,"outputs":[]},{"metadata":{"_uuid":"92350610e9da8b22926d8b2f7985e7038d024b38","trusted":true},"cell_type":"code","source":"train_files = glob('../input/dog-breed-identification/train/*.jpg')\ntest_files = glob('../input/dog-breed-identification/test/*.jpg')","execution_count":5,"outputs":[]},{"metadata":{"_uuid":"b673e68df37d6cc3686f91f7adc3405391548035","scrolled":true,"trusted":true},"cell_type":"code","source":"plt.imshow(plt.imread(train_files[150]))","execution_count":6,"outputs":[{"output_type":"execute_result","execution_count":6,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7fd3ee59b5f8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_cell_guid":"421885e6-97a5-4a43-bdf5-6b60cfc0b3d3","_uuid":"d59fb275c2e30a410c9c8af8489f38138b1513ac"},"cell_type":"markdown","source":"Next we will read in all of the images for test and train, using a for loop through the values of the csv files. I have also set an im_size variable which sets the size for the image to be re-sized to,  90x90 px, you should play with this number to see how it affects accuracy."},{"metadata":{"_cell_guid":"0e89e3ca-7c9e-4f76-aaf8-8c5267e3a415","_uuid":"7b47e6524b0fcf5ccb9a237cbdc8d444ff215dfb","trusted":true},"cell_type":"code","source":"im_size = 300","execution_count":8,"outputs":[]},{"metadata":{"_uuid":"37551a8756b04008c6d71bd4f4b7d70214fb47e1","trusted":true},"cell_type":"code","source":"y_train = []\ny_val = []\nx_train_raw = bcolz.zeros((0,im_size,im_size,3),np.float32)\nx_val_raw = bcolz.zeros((0,im_size,im_size,3),np.float32)","execution_count":9,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_train_raw = np.array(y_train, np.uint8)\ny_val_raw = np.array(y_val, np.uint8)\ndel(y_train,y_val)\nimport gc\ngc.collect()","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"32"},"metadata":{}}]},{"metadata":{"trusted":true,"_uuid":"0bab62c3d59ca80a64b636c163ad34f1bfee7eb0"},"cell_type":"code","source":"class DataGenerator(keras.utils.Sequence):\n    'Generates data for Keras'\n    def __init__(self, data, labels, im_size = 300, batch_size=2, shuffle=True, data_augment = False, test = False):\n        'Initialization'\n        self.batch_size = batch_size\n        self.list_IDs = np.arange(0,data.shape[0])\n        self.shuffle = shuffle\n        if self.shuffle == True:\n            np.random.shuffle(self.list_IDs)        \n        self.data = data\n        self.data_augment = data_augment\n        self.test = test\n        if self.test == False:\n            self.labels = labels\n        self.on_epoch_end()\n\n\n    def __len__(self):\n        'Denotes the number of batches per epoch'\n        return int(np.floor(len(self.list_IDs) / self.batch_size))\n\n    def __getitem__(self, index):\n        'Generate one batch of data'\n        # Generate indexes of the batch\n        indexes = self.list_IDs[index*self.batch_size:(index+1)*self.batch_size]\n\n        # Generate data\n        if self.test == False:\n            X, y = self.__data_generation(indexes)\n            return preprocess_input(X), y\n        else:\n            X = self.__data_generation(indexes)\n            return preprocess_input(X)\n\n    def on_epoch_end(self):\n        'Updates indexes after each epoch'\n        if self.shuffle == True:\n            np.random.shuffle(self.list_IDs)        \n\n    def __data_generation(self, list_IDs_temp):\n        'Generates data containing batch_size samples' # X : (n_samples, *dim, n_channels)\n        # Initialization\n        X = np.zeros((list_IDs_temp.shape[0],im_size,im_size,3), dtype=np.float32)\n        if self.test == False:\n            y = np.zeros((list_IDs_temp.shape[0],self.labels.shape[1]), dtype=np.uint8)\n\n        # Generate data\n        for i, ID in enumerate(list_IDs_temp):\n            \n            if self.data_augment == True:\n                if random.randint(1,101) < 50: \n                    flip_horizontal = True\n                else:\n                    flip_horizontal = False\n                if random.randint(1,101) < 50: \n                    flip_vertical = True\n                else:\n                    flip_vertical = False\n                tx = im_size*0.8/100.0\n                ty = im_size*0.8/100.0\n                shear = random.randint(1,10)/100.0\n                zx = random.randint(80,120)/100.0\n                zy = random.randint(80,120)/100.0\n                brightness = random.randint(1,2)/100.0\n                channel_shift_intensity = random.randint(1,10)/100.0\n                \n                X[i,] = self.data[ID,]\n            else:\n                # Store sample\n                X[i,] = self.data[ID,]\n\n            # Store class\n            if self.test == False:\n                y[i,] = self.labels[ID,]\n\n        if self.test == False:\n            return X, y\n        else:\n            return X","execution_count":15,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5c351398dc0152b44a1f145bee64c830013a0ebf"},"cell_type":"code","source":"batch_size = 2\n\n# Parameters\nparams_trn = {\n          'im_size': im_size,\n          'batch_size': batch_size,\n          'shuffle': True,\n          'data_augment' : True,\n          'test' : False\n         }\nparams_val = {\n          'im_size': im_size,\n          'batch_size': batch_size,\n          'shuffle': True,\n          'data_augment' : False,\n          'test' : False\n         }\n\n# Generators\ntraining_generator = DataGenerator(x_train_raw, y_train_raw, **params_trn)\nvalidation_generator = DataGenerator(x_val_raw, y_val_raw, **params_val)","execution_count":16,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}